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* Created Dev-portal pages * changed structure of documents for dev-portal section, renamed dev-portal to docs, related template changes * keeping learn section for future usage * update dev-portal and documents * added feedback and breadcrumbs components * used the docs-side menu partial on documentation pages, and added active state to the docs-header links * search console on docs * small fixes * assigned partitions, css fix * fix links on the core page * update links for cloud * update links for build * Reference -> API Reference * [WIP] Dev portal light theme (#1250) * light theme - docs side menu * background fix * wip: updating layout * layout update * light theme * card titles with a link * upd page-search package * simplified header * fixes * TOC scroll spy (#1259) * scroll spy on table of contents * packages versions fix * custom scroll spy for toc * make spy work again --------- Co-authored-by: generall <andrey@vasnetsov.com> * limit toc depth to 3 * thin scrollbar * No dev template (#1266) * divided the docs template into smaller partials, increased reusability * removed docs section, moved all to the documentation * review fixes * review fixes --------- Co-authored-by: generall <andrey@vasnetsov.com> * side panel more compact * toc margin bottom fix * Refactoring and renaming (#1277) * renamed and moved partials, fixed link * refactoring: docs-card * fix * fix urls * disable scrollbar on table of content * added scrollbar colors for light theme (#1280) * fix language * Dev portal fixes (#1285) * cards fixes * moved files, fixed paddings * fix for my fix * external header links * fix --------- Co-authored-by: trean <trean.mi@gmail.com> Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com> Co-authored-by: davidmyriel <davidmyriel@gmail.com>
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title, weight, partition
| title | weight | partition |
|---|---|---|
| Build Prototypes | 26 | build |
Examples
| End-to-End Code Samples | Description | Stack |
|---|---|---|
| Multitenancy with LlamaIndex | Handle data coming from multiple users in LlamaIndex. | Qdrant, Python, LlamaIndex |
| Implement custom connector for Cohere RAG | Bring data stored in Qdrant to Cohere RAG | Qdrant, Cohere, FastAPI |
| Chatbot for Interactive Learning | Build a Private RAG Chatbot for Interactive Learning | Qdrant, Haystack, OpenShift |
| Information Extraction Engine | Build a Private RAG Information Extraction Engine | Qdrant, Vultr, DSPy, Ollama |
| System for Employee Onboarding | Build a RAG System for Employee Onboarding | Qdrant, Cohere, LangChain |
| System for Contract Management | Build a Region-Specific RAG System for Contract Management | Qdrant, Aleph Alpha, STACKIT |
| Question-Answering System for Customer Support | Build a RAG System for AI Customer Support | Qdrant, Cohere, Airbyte, AWS |
| Hybrid Search on PDF Documents | Develop a Hybrid Search System for Product PDF Manuals | Qdrant, LlamaIndex, Jina AI |
| Blog-Reading RAG Chatbot | Develop a RAG-based Chatbot on Scaleway and with LangChain | Qdrant, LangChain, GPT-4o |
| Movie Recommendation System | Build a Movie Recommendation System with LlamaIndex and With JinaAI | Qdrant |
Notebooks
Our Notebooks offer complex instructions that are supported with a throrough explanation. Follow along by trying out the code and get the most out of each example.
| Example | Description | Stack |
|---|---|---|
| Intro to Semantic Search and Recommendations Systems | Learn how to get started building semantic search and recommendation systems. | Qdrant |
| Search and Recommend Newspaper Articles | Work with text data to develop a semantic search and a recommendation engine for news articles. | Qdrant |
| Recommendation System for Songs | Use Qdrant to develop a music recommendation engine based on audio embeddings. | Qdrant |
| Image Comparison System for Skin Conditions | Use Qdrant to compare challenging images with labels representing different skin diseases. | Qdrant |
| Question and Answer System with LlamaIndex | Combine Qdrant and LlamaIndex to create a self-updating Q&A system. | Qdrant, LlamaIndex, Cohere |
| Extractive QA System | Extract answers directly from context to generate highly relevant answers. | Qdrant |
| Ecommerce Reverse Image Search | Accept images as search queries to receive semantically appropriate answers. | Qdrant |
| Basic RAG | Basic RAG pipeline with Qdrant and OpenAI SDKs. | OpenAI, Qdrant, FastEmbed |